{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Stock_Downloader.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1-g1VqZsKr9I9-W9yWYP9cbix89jjslPF","authorship_tag":"ABX9TyMPCNMHTgd5ofI+g5AfWqZ4"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"dzGbUJwKIaXr","colab_type":"code","colab":{}},"source":["#https://www.alphavantage.co/support/#api-key\n","#5 requests per minute\n","#500 requests per day"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"CPo2-bI0hteX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":238},"outputId":"2748dd05-85b6-4c6c-efb3-18c266e4b396","executionInfo":{"status":"ok","timestamp":1590262314102,"user_tz":-120,"elapsed":3890,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["!pip install alpha_vantage"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: alpha_vantage in /usr/local/lib/python3.6/dist-packages (2.2.0)\n","Requirement already satisfied: aiohttp in /usr/local/lib/python3.6/dist-packages (from alpha_vantage) (3.6.2)\n","Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from alpha_vantage) (2.23.0)\n","Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (1.4.2)\n","Requirement already satisfied: multidict<5.0,>=4.5 in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (4.7.6)\n","Requirement already satisfied: async-timeout<4.0,>=3.0 in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (3.0.1)\n","Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (19.3.0)\n","Requirement already satisfied: idna-ssl>=1.0; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (1.1.0)\n","Requirement already satisfied: chardet<4.0,>=2.0 in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (3.0.4)\n","Requirement already satisfied: typing-extensions>=3.6.5; python_version < \"3.7\" in /usr/local/lib/python3.6/dist-packages (from aiohttp->alpha_vantage) (3.6.6)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->alpha_vantage) (2020.4.5.1)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->alpha_vantage) (1.24.3)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->alpha_vantage) (2.9)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jVuaxYnphbZ_","colab_type":"code","colab":{}},"source":["from alpha_vantage.timeseries import TimeSeries\n","# Your key here\n","empty = pd.DataFrame()\n","def download_stock(tag):\n","  key = 'your key'\n","  ts = TimeSeries(key)\n","  stock, meta = ts.get_daily(symbol=tag, outputsize='full')\n","  return stock, meta"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"2I2OLdalh6PF","colab_type":"code","colab":{}},"source":["import pandas as pd\n","import time\n","\n","def stock(tag, df_to_add):\n","  df_, _ = download_stock(tag)\n","  df_ = pd.DataFrame(df_)\n","  df_ = df_.transpose()\n","  df_ = df_.loc['2020-05-22':'2019-04-22']\n","  df_ = df_['1. open']\n","  df_ = pd.DataFrame(df_)\n","  df_.columns = [tag]\n","  df_ = df_[tag].values.astype(float)\n","  df_ = pd.concat([df_to_add, pd.DataFrame(df_)], axis=1)\n","  return df_\n","\n","def get_index(tag):\n","  df_, _ = download_stock(tag)\n","  df_ = pd.DataFrame(df_)\n","  df_ = df_.transpose()\n","  df_ = df_.loc['2020-05-22':'2019-04-22']\n","  df_ = df_['1. open']\n","  df_ = pd.DataFrame(df_)\n","\n","  #extract index and return it as series\n","  df_ = df_.reset_index()\n","  return df_['index']"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"IRxxvZ94MwxP","colab_type":"text"},"source":["##Stock Downloader"]},{"cell_type":"code","metadata":{"id":"Tl1qmjCWXWWG","colab_type":"code","colab":{}},"source":["#se lo volgiamo in più tranches, invece di utilizzare timers lo spezziamo\n","tag_list = ['AAPL', 'ABBV', 'GOOG', 'NFLX', 'MDLZ', 'FANG', 'VAR', 'UPS', 'UDR']"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"mWLGglMBGBx1","colab_type":"code","colab":{}},"source":["#index\n","index = get_index(tag_list[0])\n","index = pd.DataFrame(index) #conta come 1 richiesta\n","\n","#csv of stocks\n","df = pd.DataFrame()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"6_blQ0dIpqBr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":153},"outputId":"e8897d55-c15f-435b-f156-76e03d53ca5a","executionInfo":{"status":"ok","timestamp":1590273791036,"user_tz":-120,"elapsed":224626,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#csv of remaining stocks\n","df = stock(tag_list[0], empty) #solo per la prima si utilizza empty\n","for k in range(1, len(tag_list)):\n","  print(k, tag_list[k])\n","  df = stock(tag_list[k], df)\n","  if k%4 == 0:\n","    time.sleep(70)"],"execution_count":47,"outputs":[{"output_type":"stream","text":["ABBV\n","GOOG\n","NFLX\n","MDLZ\n","FANG\n","VAR\n","UPS\n","UDR\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Pc6yf94FbLsu","colab_type":"code","colab":{}},"source":["df1 = df.copy()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"MzXb6yasZh_q","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"outputId":"4c3b491e-2909-42cb-ae71-64d125a41f3d","executionInfo":{"status":"ok","timestamp":1590273843816,"user_tz":-120,"elapsed":2449,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#rename columns\n","df1.columns = tag_list\n","df1"],"execution_count":50,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>ABBV</th>\n","      <th>GOOG</th>\n","      <th>NFLX</th>\n","      <th>MDLZ</th>\n","      <th>FANG</th>\n","      <th>VAR</th>\n","      <th>UPS</th>\n","      <th>UDR</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>315.77</td>\n","      <td>92.87</td>\n","      <td>1396.71</td>\n","      <td>437.0000</td>\n","      <td>49.0300</td>\n","      <td>42.57</td>\n","      <td>115.88</td>\n","      <td>96.79</td>\n","      <td>35.85</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>318.66</td>\n","      <td>91.28</td>\n","      <td>1408.00</td>\n","      <td>448.5600</td>\n","      <td>49.6100</td>\n","      <td>43.63</td>\n","      <td>119.24</td>\n","      <td>96.73</td>\n","      <td>36.05</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>316.68</td>\n","      <td>92.13</td>\n","      <td>1389.58</td>\n","      <td>454.2500</td>\n","      <td>50.0400</td>\n","      <td>42.79</td>\n","      <td>117.21</td>\n","      <td>97.50</td>\n","      <td>36.43</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>315.03</td>\n","      <td>91.26</td>\n","      <td>1387.00</td>\n","      <td>453.3965</td>\n","      <td>51.0000</td>\n","      <td>43.77</td>\n","      <td>118.78</td>\n","      <td>95.93</td>\n","      <td>36.81</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>313.17</td>\n","      <td>92.00</td>\n","      <td>1361.75</td>\n","      <td>451.1600</td>\n","      <td>50.7361</td>\n","      <td>41.71</td>\n","      <td>116.86</td>\n","      <td>93.33</td>\n","      <td>36.24</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>271</th>\n","      <td>204.90</td>\n","      <td>79.67</td>\n","      <td>1269.00</td>\n","      <td>368.3500</td>\n","      <td>50.1300</td>\n","      <td>108.69</td>\n","      <td>134.77</td>\n","      <td>104.91</td>\n","      <td>44.98</td>\n","    </tr>\n","    <tr>\n","      <th>272</th>\n","      <td>206.83</td>\n","      <td>80.05</td>\n","      <td>1264.77</td>\n","      <td>374.4900</td>\n","      <td>49.9200</td>\n","      <td>111.12</td>\n","      <td>129.27</td>\n","      <td>109.59</td>\n","      <td>44.43</td>\n","    </tr>\n","    <tr>\n","      <th>273</th>\n","      <td>207.36</td>\n","      <td>79.23</td>\n","      <td>1264.12</td>\n","      <td>381.0700</td>\n","      <td>50.3600</td>\n","      <td>112.36</td>\n","      <td>132.77</td>\n","      <td>113.60</td>\n","      <td>44.54</td>\n","    </tr>\n","    <tr>\n","      <th>274</th>\n","      <td>204.43</td>\n","      <td>78.15</td>\n","      <td>1250.69</td>\n","      <td>375.4500</td>\n","      <td>50.1700</td>\n","      <td>111.20</td>\n","      <td>130.90</td>\n","      <td>113.34</td>\n","      <td>43.72</td>\n","    </tr>\n","    <tr>\n","      <th>275</th>\n","      <td>202.83</td>\n","      <td>77.60</td>\n","      <td>1235.99</td>\n","      <td>359.7000</td>\n","      <td>50.1300</td>\n","      <td>108.82</td>\n","      <td>130.06</td>\n","      <td>113.58</td>\n","      <td>44.10</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>276 rows × 9 columns</p>\n","</div>"],"text/plain":["       AAPL   ABBV     GOOG      NFLX     MDLZ    FANG     VAR     UPS    UDR\n","0    315.77  92.87  1396.71  437.0000  49.0300   42.57  115.88   96.79  35.85\n","1    318.66  91.28  1408.00  448.5600  49.6100   43.63  119.24   96.73  36.05\n","2    316.68  92.13  1389.58  454.2500  50.0400   42.79  117.21   97.50  36.43\n","3    315.03  91.26  1387.00  453.3965  51.0000   43.77  118.78   95.93  36.81\n","4    313.17  92.00  1361.75  451.1600  50.7361   41.71  116.86   93.33  36.24\n","..      ...    ...      ...       ...      ...     ...     ...     ...    ...\n","271  204.90  79.67  1269.00  368.3500  50.1300  108.69  134.77  104.91  44.98\n","272  206.83  80.05  1264.77  374.4900  49.9200  111.12  129.27  109.59  44.43\n","273  207.36  79.23  1264.12  381.0700  50.3600  112.36  132.77  113.60  44.54\n","274  204.43  78.15  1250.69  375.4500  50.1700  111.20  130.90  113.34  43.72\n","275  202.83  77.60  1235.99  359.7000  50.1300  108.82  130.06  113.58  44.10\n","\n","[276 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":50}]},{"cell_type":"code","metadata":{"id":"ehkR7L7PQnab","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":450},"outputId":"ccee407b-3725-4d6d-c683-6eb1e130be11","executionInfo":{"status":"ok","timestamp":1590273851155,"user_tz":-120,"elapsed":1966,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#reattach index\n","total = pd.concat([index, df1], axis=1)\n","total = total.set_index('index')\n","total"],"execution_count":51,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>ABBV</th>\n","      <th>GOOG</th>\n","      <th>NFLX</th>\n","      <th>MDLZ</th>\n","      <th>FANG</th>\n","      <th>VAR</th>\n","      <th>UPS</th>\n","      <th>UDR</th>\n","    </tr>\n","    <tr>\n","      <th>index</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2020-05-22</th>\n","      <td>315.77</td>\n","      <td>92.87</td>\n","      <td>1396.71</td>\n","      <td>437.0000</td>\n","      <td>49.0300</td>\n","      <td>42.57</td>\n","      <td>115.88</td>\n","      <td>96.79</td>\n","      <td>35.85</td>\n","    </tr>\n","    <tr>\n","      <th>2020-05-21</th>\n","      <td>318.66</td>\n","      <td>91.28</td>\n","      <td>1408.00</td>\n","      <td>448.5600</td>\n","      <td>49.6100</td>\n","      <td>43.63</td>\n","      <td>119.24</td>\n","      <td>96.73</td>\n","      <td>36.05</td>\n","    </tr>\n","    <tr>\n","      <th>2020-05-20</th>\n","      <td>316.68</td>\n","      <td>92.13</td>\n","      <td>1389.58</td>\n","      <td>454.2500</td>\n","      <td>50.0400</td>\n","      <td>42.79</td>\n","      <td>117.21</td>\n","      <td>97.50</td>\n","      <td>36.43</td>\n","    </tr>\n","    <tr>\n","      <th>2020-05-19</th>\n","      <td>315.03</td>\n","      <td>91.26</td>\n","      <td>1387.00</td>\n","      <td>453.3965</td>\n","      <td>51.0000</td>\n","      <td>43.77</td>\n","      <td>118.78</td>\n","      <td>95.93</td>\n","      <td>36.81</td>\n","    </tr>\n","    <tr>\n","      <th>2020-05-18</th>\n","      <td>313.17</td>\n","      <td>92.00</td>\n","      <td>1361.75</td>\n","      <td>451.1600</td>\n","      <td>50.7361</td>\n","      <td>41.71</td>\n","      <td>116.86</td>\n","      <td>93.33</td>\n","      <td>36.24</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2019-04-26</th>\n","      <td>204.90</td>\n","      <td>79.67</td>\n","      <td>1269.00</td>\n","      <td>368.3500</td>\n","      <td>50.1300</td>\n","      <td>108.69</td>\n","      <td>134.77</td>\n","      <td>104.91</td>\n","      <td>44.98</td>\n","    </tr>\n","    <tr>\n","      <th>2019-04-25</th>\n","      <td>206.83</td>\n","      <td>80.05</td>\n","      <td>1264.77</td>\n","      <td>374.4900</td>\n","      <td>49.9200</td>\n","      <td>111.12</td>\n","      <td>129.27</td>\n","      <td>109.59</td>\n","      <td>44.43</td>\n","    </tr>\n","    <tr>\n","      <th>2019-04-24</th>\n","      <td>207.36</td>\n","      <td>79.23</td>\n","      <td>1264.12</td>\n","      <td>381.0700</td>\n","      <td>50.3600</td>\n","      <td>112.36</td>\n","      <td>132.77</td>\n","      <td>113.60</td>\n","      <td>44.54</td>\n","    </tr>\n","    <tr>\n","      <th>2019-04-23</th>\n","      <td>204.43</td>\n","      <td>78.15</td>\n","      <td>1250.69</td>\n","      <td>375.4500</td>\n","      <td>50.1700</td>\n","      <td>111.20</td>\n","      <td>130.90</td>\n","      <td>113.34</td>\n","      <td>43.72</td>\n","    </tr>\n","    <tr>\n","      <th>2019-04-22</th>\n","      <td>202.83</td>\n","      <td>77.60</td>\n","      <td>1235.99</td>\n","      <td>359.7000</td>\n","      <td>50.1300</td>\n","      <td>108.82</td>\n","      <td>130.06</td>\n","      <td>113.58</td>\n","      <td>44.10</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>276 rows × 9 columns</p>\n","</div>"],"text/plain":["              AAPL   ABBV     GOOG      NFLX  ...    FANG     VAR     UPS    UDR\n","index                                         ...                               \n","2020-05-22  315.77  92.87  1396.71  437.0000  ...   42.57  115.88   96.79  35.85\n","2020-05-21  318.66  91.28  1408.00  448.5600  ...   43.63  119.24   96.73  36.05\n","2020-05-20  316.68  92.13  1389.58  454.2500  ...   42.79  117.21   97.50  36.43\n","2020-05-19  315.03  91.26  1387.00  453.3965  ...   43.77  118.78   95.93  36.81\n","2020-05-18  313.17  92.00  1361.75  451.1600  ...   41.71  116.86   93.33  36.24\n","...            ...    ...      ...       ...  ...     ...     ...     ...    ...\n","2019-04-26  204.90  79.67  1269.00  368.3500  ...  108.69  134.77  104.91  44.98\n","2019-04-25  206.83  80.05  1264.77  374.4900  ...  111.12  129.27  109.59  44.43\n","2019-04-24  207.36  79.23  1264.12  381.0700  ...  112.36  132.77  113.60  44.54\n","2019-04-23  204.43  78.15  1250.69  375.4500  ...  111.20  130.90  113.34  43.72\n","2019-04-22  202.83  77.60  1235.99  359.7000  ...  108.82  130.06  113.58  44.10\n","\n","[276 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"markdown","metadata":{"id":"q912yBPGyQr6","colab_type":"text"},"source":["##Predictive Power Score"]},{"cell_type":"code","metadata":{"id":"DPv8cc-lfSw3","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":345},"outputId":"a41db72f-1e39-48a0-aa94-7f32fd67328c","executionInfo":{"status":"ok","timestamp":1590273907858,"user_tz":-120,"elapsed":9182,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["!pip install ppscore\n","import ppscore as pps\n","#pps.score(df, \"feature_column\", \"target_column\")\n","pps.matrix(total)"],"execution_count":52,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: ppscore in /usr/local/lib/python3.6/dist-packages (0.0.2)\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>AAPL</th>\n","      <th>ABBV</th>\n","      <th>GOOG</th>\n","      <th>NFLX</th>\n","      <th>MDLZ</th>\n","      <th>FANG</th>\n","      <th>VAR</th>\n","      <th>UPS</th>\n","      <th>UDR</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>AAPL</th>\n","      <td>1.000000</td>\n","      <td>0.450166</td>\n","      <td>0.566752</td>\n","      <td>0.071596</td>\n","      <td>0.000000</td>\n","      <td>0.415166</td>\n","      <td>0.207526</td>\n","      <td>0.005009</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>ABBV</th>\n","      <td>0.387707</td>\n","      <td>1.000000</td>\n","      <td>0.387389</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.189796</td>\n","      <td>0.030167</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>GOOG</th>\n","      <td>0.520067</td>\n","      <td>0.394409</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.262361</td>\n","      <td>0.208377</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>NFLX</th>\n","      <td>0.018386</td>\n","      <td>0.000000</td>\n","      <td>0.015589</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.233313</td>\n","      <td>0.000000</td>\n","      <td>0.262510</td>\n","      <td>0.102351</td>\n","    </tr>\n","    <tr>\n","      <th>MDLZ</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>0.139918</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.129828</td>\n","    </tr>\n","    <tr>\n","      <th>FANG</th>\n","      <td>0.185127</td>\n","      <td>0.000000</td>\n","      <td>0.032679</td>\n","      <td>0.066656</td>\n","      <td>0.194973</td>\n","      <td>1.000000</td>\n","      <td>0.000000</td>\n","      <td>0.098511</td>\n","      <td>0.446927</td>\n","    </tr>\n","    <tr>\n","      <th>VAR</th>\n","      <td>0.038410</td>\n","      <td>0.036639</td>\n","      <td>0.191579</td>\n","      <td>0.100302</td>\n","      <td>0.000000</td>\n","      <td>0.168137</td>\n","      <td>1.000000</td>\n","      <td>0.029884</td>\n","      <td>0.010901</td>\n","    </tr>\n","    <tr>\n","      <th>UPS</th>\n","      <td>0.076038</td>\n","      <td>0.000000</td>\n","      <td>0.213716</td>\n","      <td>0.446255</td>\n","      <td>0.116374</td>\n","      <td>0.438289</td>\n","      <td>0.000000</td>\n","      <td>1.000000</td>\n","      <td>0.214382</td>\n","    </tr>\n","    <tr>\n","      <th>UDR</th>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","      <td>0.139933</td>\n","      <td>0.178574</td>\n","      <td>0.438495</td>\n","      <td>0.000000</td>\n","      <td>0.004375</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          AAPL      ABBV      GOOG  ...       VAR       UPS       UDR\n","AAPL  1.000000  0.450166  0.566752  ...  0.207526  0.005009  0.000000\n","ABBV  0.387707  1.000000  0.387389  ...  0.030167  0.000000  0.000000\n","GOOG  0.520067  0.394409  1.000000  ...  0.208377  0.000000  0.000000\n","NFLX  0.018386  0.000000  0.015589  ...  0.000000  0.262510  0.102351\n","MDLZ  0.000000  0.000000  0.000000  ...  0.000000  0.000000  0.129828\n","FANG  0.185127  0.000000  0.032679  ...  0.000000  0.098511  0.446927\n","VAR   0.038410  0.036639  0.191579  ...  1.000000  0.029884  0.010901\n","UPS   0.076038  0.000000  0.213716  ...  0.000000  1.000000  0.214382\n","UDR   0.000000  0.000000  0.000000  ...  0.000000  0.004375  1.000000\n","\n","[9 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":52}]},{"cell_type":"markdown","metadata":{"id":"jLAvqQOByZUx","colab_type":"text"},"source":["##Correlation Matrix"]},{"cell_type":"code","metadata":{"id":"5rw71QWJQLdV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":856},"outputId":"8c088214-c6b0-4ce5-a1f9-44638fc5ee96","executionInfo":{"status":"ok","timestamp":1590273941506,"user_tz":-120,"elapsed":1781,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","corr = total.corr()\n","fig, ax = plt.subplots(figsize=(15,15))\n","#If you want to Generate a mask for the upper triangle\n","#mask = np.triu(np.ones_like(corr, dtype=np.bool))\n","#ax.set_facecolor((.21875, .21875, .21875))\n","#I choose not to because I can see the strength of the correlation across all variables\n","ax = sns.heatmap(\n","corr,\n","#mask=mask,\n","vmin=-1, vmax=1, center=0,\n","cmap=sns.diverging_palette(0, 256, n=200),\n","square=True,\n","ax=ax,\n","annot=True\n",")"],"execution_count":54,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x1080 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"yJ3rwSP8LIuc","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"outputId":"54b19390-0e84-45ee-d2a1-ec42adc5ef81","executionInfo":{"status":"ok","timestamp":1590269403918,"user_tz":-120,"elapsed":792,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#single correlation\n","import numpy as np\n","print(np.corrcoef(total['GOOG'], total['AAPL']))"],"execution_count":15,"outputs":[{"output_type":"stream","text":["[[1.         0.88737511]\n"," [0.88737511 1.        ]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gehkU3cQ-GFv","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"3d0aded2-e876-491c-d12f-afe9118f1ae3","executionInfo":{"status":"ok","timestamp":1590270003156,"user_tz":-120,"elapsed":13202,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","sns.pairplot(total, corner=True)\n","#sono automatically scaled\n","#plt.show()"],"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<seaborn.axisgrid.PairGrid at 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\n","text/plain":["<Figure size 1080x1080 with 27 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"tfJzIK4XYMEk","colab_type":"code","colab":{}},"source":["fig, ax = plt.subplots(figsize=(15,15))\n","#max 6 plots, otherwise runs error: These `style` levels are missing dashes: {\n","sns.lineplot(data=total)"],"execution_count":0,"outputs":[]}]}